Live Coding A Machine Learning Model from Scratch (Google I/O'19)




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Do you want to build a machine learning model, but not sure where to start? In this session, learn how to start with an empty Colab notebook, code a model using TensorFlow and Keras, train the model live, deploy it to Cloud AI Platform for serving, and use the deployed model to generate predictions from a web app.

Code from this demo: https://goo.gle/2VS3uKQ
Blog post: https://goo.gle/2QcLDIs
Qwiklabs: https://goo.gle/2ITPFU6

Watch more #io19 here:
GCP at Google I/O 2019 Playlist → https://goo.gle/2ZPLejw
Google I/O 2019 All Sessions Playlist → https://goo.gle/io19allsessions
Learn more on the I/O Website → https://google.com/io

Subscribe to the Google Cloud Platform Channel → https://goo.gle/GCP
Get started at → https://cloud.google.com/gcp

Speaker(s): Sara Robinson

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Comment List

  • Google Cloud Platform
    January 15, 2021
  • Google Cloud Platform
    January 15, 2021

    While it won't make everything clear (due to time constraints and the fight for human attention), this is a really really helpful start to understanding ML!
    Thanks a lot Sara! This is probably the first really informative beginner's resource I have found on the topic

  • Google Cloud Platform
    January 15, 2021

    im gonna make a startup from it
    hahahahahaha

  • Google Cloud Platform
    January 15, 2021

    Beautifully explained AI from how to create a model, till how to test a models accuracy using shap

  • Google Cloud Platform
    January 15, 2021

    Why is google soO good!? T_T

  • Google Cloud Platform
    January 15, 2021

    Very informative!

  • Google Cloud Platform
    January 15, 2021

    Thanks for the content ! But I guess Colab is not adapted for long trainings that last several days right ?

  • Google Cloud Platform
    January 15, 2021

    Awesome Very useful thanks Sara

  • Google Cloud Platform
    January 15, 2021

    very useful thank you

  • Google Cloud Platform
    January 15, 2021

    Nicely done!! Thank you.

  • Google Cloud Platform
    January 15, 2021

    thanks so much 🙂

  • Google Cloud Platform
    January 15, 2021

    Why don't use binary cross entropy and not categorical crossentropy ?

  • Google Cloud Platform
    January 15, 2021

    This is amazing and almost instantly got me tuned in. Developed the code to reproduce here
    https://lalit7jain.wordpress.com/2019/05/14/deep-learning-classification-of-stackoverflow-questions-with-interpretability/

    Enjoy!

  • Google Cloud Platform
    January 15, 2021

    Awesome talk , thank you for the introduction to SHAP !!

  • Google Cloud Platform
    January 15, 2021

    amazing!!!

  • Google Cloud Platform
    January 15, 2021

    Thank you!

  • Google Cloud Platform
    January 15, 2021

    Can anyone help me with why am I getting different results in the 'code snippets' search option? eg. When I write "auth", "authenticate to your cloud account" option doesn't come.

  • Google Cloud Platform
    January 15, 2021

    Nicely explained!!

  • Google Cloud Platform
    January 15, 2021

    It's great. Thanks

  • Google Cloud Platform
    January 15, 2021

    This was class

  • Google Cloud Platform
    January 15, 2021

    This is inspiring, I have been doing it the hard way.

  • Google Cloud Platform
    January 15, 2021

    So helpful!

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